--- language: - ast - ca - es - fr - gl - it - lad - oc - pms - pt - ro tags: - translation - opus-mt-tc license: cc-by-4.0 model-index: - name: opus-mt-tc-big-itc-itc results: - task: name: Translation ast-cat type: translation args: ast-cat dataset: name: flores101-devtest type: flores_101 args: ast cat devtest metrics: - name: BLEU type: bleu value: 31.8 - name: chr-F type: chrf value: 0.57870 - task: name: Translation ast-fra type: translation args: ast-fra dataset: name: flores101-devtest type: flores_101 args: ast fra devtest metrics: - name: BLEU type: bleu value: 31.1 - name: chr-F type: chrf value: 0.56761 - task: name: Translation ast-glg type: translation args: ast-glg dataset: name: flores101-devtest type: flores_101 args: ast glg devtest metrics: - name: BLEU type: bleu value: 27.9 - name: chr-F type: chrf value: 0.55161 - task: name: Translation ast-ita type: translation args: ast-ita dataset: name: flores101-devtest type: flores_101 args: ast ita devtest metrics: - name: BLEU type: bleu value: 22.1 - name: chr-F type: chrf value: 0.51764 - task: name: Translation ast-oci type: translation args: ast-oci dataset: name: flores101-devtest type: flores_101 args: ast oci devtest metrics: - name: BLEU type: bleu value: 20.6 - name: chr-F type: chrf value: 0.49545 - task: name: Translation ast-por type: translation args: ast-por dataset: name: flores101-devtest type: flores_101 args: ast por devtest metrics: - name: BLEU type: bleu value: 31.5 - name: chr-F type: chrf value: 0.57347 - task: name: Translation ast-ron type: translation args: ast-ron dataset: name: flores101-devtest type: flores_101 args: ast ron devtest metrics: - name: BLEU type: bleu value: 24.8 - name: chr-F type: chrf value: 0.52317 - task: name: Translation ast-spa type: translation args: ast-spa dataset: name: flores101-devtest type: flores_101 args: ast spa devtest metrics: - name: BLEU type: bleu value: 21.2 - name: chr-F type: chrf value: 0.49741 - task: name: Translation cat-ast type: translation args: cat-ast dataset: name: flores101-devtest type: flores_101 args: cat ast devtest metrics: - name: BLEU type: bleu value: 24.7 - name: chr-F type: chrf value: 0.56754 - task: name: Translation cat-fra type: translation args: cat-fra dataset: name: flores101-devtest type: flores_101 args: cat fra devtest metrics: - name: BLEU type: bleu value: 38.4 - name: chr-F type: chrf value: 0.63368 - task: name: Translation cat-glg type: translation args: cat-glg dataset: name: flores101-devtest type: flores_101 args: cat glg devtest metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.59596 - task: name: Translation cat-ita type: translation args: cat-ita dataset: name: flores101-devtest type: flores_101 args: cat ita devtest metrics: - name: BLEU type: bleu value: 26.3 - name: chr-F type: chrf value: 0.55886 - task: name: Translation cat-oci type: translation args: cat-oci dataset: name: flores101-devtest type: flores_101 args: cat oci devtest metrics: - name: BLEU type: bleu value: 24.6 - name: chr-F type: chrf value: 0.54285 - task: name: Translation cat-por type: translation args: cat-por dataset: name: flores101-devtest type: flores_101 args: cat por devtest metrics: - name: BLEU type: bleu value: 37.7 - name: chr-F type: chrf value: 0.62913 - task: name: Translation cat-ron type: translation args: cat-ron dataset: name: flores101-devtest type: flores_101 args: cat ron devtest metrics: - name: BLEU type: bleu value: 29.5 - name: chr-F type: chrf value: 0.56885 - task: name: Translation cat-spa type: translation args: cat-spa dataset: name: flores101-devtest type: flores_101 args: cat spa devtest metrics: - name: BLEU type: bleu value: 24.6 - name: chr-F type: chrf value: 0.53372 - task: name: Translation fra-ast type: translation args: fra-ast dataset: name: flores101-devtest type: flores_101 args: fra ast devtest metrics: - name: BLEU type: bleu value: 20.7 - name: chr-F type: chrf value: 0.52696 - task: name: Translation fra-cat type: translation args: fra-cat dataset: name: flores101-devtest type: flores_101 args: fra cat devtest metrics: - name: BLEU type: bleu value: 34.6 - name: chr-F type: chrf value: 0.60492 - task: name: Translation fra-glg type: translation args: fra-glg dataset: name: flores101-devtest type: flores_101 args: fra glg devtest metrics: - name: BLEU type: bleu value: 30.3 - name: chr-F type: chrf value: 0.57485 - task: name: Translation fra-ita type: translation args: fra-ita dataset: name: flores101-devtest type: flores_101 args: fra ita devtest metrics: - name: BLEU type: bleu value: 27.3 - name: chr-F type: chrf value: 0.56493 - task: name: Translation fra-oci type: translation args: fra-oci dataset: name: flores101-devtest type: flores_101 args: fra oci devtest metrics: - name: BLEU type: bleu value: 28.2 - name: chr-F type: chrf value: 0.57449 - task: name: Translation fra-por type: translation args: fra-por dataset: name: flores101-devtest type: flores_101 args: fra por devtest metrics: - name: BLEU type: bleu value: 36.9 - name: chr-F type: chrf value: 0.62211 - task: name: Translation fra-ron type: translation args: fra-ron dataset: name: flores101-devtest type: flores_101 args: fra ron devtest metrics: - name: BLEU type: bleu value: 29.4 - name: chr-F type: chrf value: 0.56998 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: flores101-devtest type: flores_101 args: fra spa devtest metrics: - name: BLEU type: bleu value: 24.2 - name: chr-F type: chrf value: 0.52880 - task: name: Translation glg-ast type: translation args: glg-ast dataset: name: flores101-devtest type: flores_101 args: glg ast devtest metrics: - name: BLEU type: bleu value: 22.4 - name: chr-F type: chrf value: 0.55090 - task: name: Translation glg-cat type: translation args: glg-cat dataset: name: flores101-devtest type: flores_101 args: glg cat devtest metrics: - name: BLEU type: bleu value: 32.6 - name: chr-F type: chrf value: 0.60550 - task: name: Translation glg-fra type: translation args: glg-fra dataset: name: flores101-devtest type: flores_101 args: glg fra devtest metrics: - name: BLEU type: bleu value: 36.0 - name: chr-F type: chrf value: 0.62026 - task: name: Translation glg-ita type: translation args: glg-ita dataset: name: flores101-devtest type: flores_101 args: glg ita devtest metrics: - name: BLEU type: bleu value: 25.9 - name: chr-F type: chrf value: 0.55834 - task: name: Translation glg-oci type: translation args: glg-oci dataset: name: flores101-devtest type: flores_101 args: glg oci devtest metrics: - name: BLEU type: bleu value: 21.9 - name: chr-F type: chrf value: 0.52520 - task: name: Translation glg-por type: translation args: glg-por dataset: name: flores101-devtest type: flores_101 args: glg por devtest metrics: - name: BLEU type: bleu value: 32.7 - name: chr-F type: chrf value: 0.60027 - task: name: Translation glg-ron type: translation args: glg-ron dataset: name: flores101-devtest type: flores_101 args: glg ron devtest metrics: - name: BLEU type: bleu value: 27.8 - name: chr-F type: chrf value: 0.55621 - task: name: Translation glg-spa type: translation args: glg-spa dataset: name: flores101-devtest type: flores_101 args: glg spa devtest metrics: - name: BLEU type: bleu value: 24.4 - name: chr-F type: chrf value: 0.53219 - task: name: Translation ita-ast type: translation args: ita-ast dataset: name: flores101-devtest type: flores_101 args: ita ast devtest metrics: - name: BLEU type: bleu value: 17.1 - name: chr-F type: chrf value: 0.50741 - task: name: Translation ita-cat type: translation args: ita-cat dataset: name: flores101-devtest type: flores_101 args: ita cat devtest metrics: - name: BLEU type: bleu value: 27.9 - name: chr-F type: chrf value: 0.57061 - task: name: Translation ita-fra type: translation args: ita-fra dataset: name: flores101-devtest type: flores_101 args: ita fra devtest metrics: - name: BLEU type: bleu value: 32.0 - name: chr-F type: chrf value: 0.60199 - task: name: Translation ita-glg type: translation args: ita-glg dataset: name: flores101-devtest type: flores_101 args: ita glg devtest metrics: - name: BLEU type: bleu value: 25.9 - name: chr-F type: chrf value: 0.55312 - task: name: Translation ita-oci type: translation args: ita-oci dataset: name: flores101-devtest type: flores_101 args: ita oci devtest metrics: - name: BLEU type: bleu value: 18.1 - name: chr-F type: chrf value: 0.48447 - task: name: Translation ita-por type: translation args: ita-por dataset: name: flores101-devtest type: flores_101 args: ita por devtest metrics: - name: BLEU type: bleu value: 29.0 - name: chr-F type: chrf value: 0.58162 - task: name: Translation ita-ron type: translation args: ita-ron dataset: name: flores101-devtest type: flores_101 args: ita ron devtest metrics: - name: BLEU type: bleu value: 24.2 - name: chr-F type: chrf value: 0.53703 - task: name: Translation ita-spa type: translation args: ita-spa dataset: name: flores101-devtest type: flores_101 args: ita spa devtest metrics: - name: BLEU type: bleu value: 23.1 - name: chr-F type: chrf value: 0.52238 - task: name: Translation oci-ast type: translation args: oci-ast dataset: name: flores101-devtest type: flores_101 args: oci ast devtest metrics: - name: BLEU type: bleu value: 20.2 - name: chr-F type: chrf value: 0.53010 - task: name: Translation oci-cat type: translation args: oci-cat dataset: name: flores101-devtest type: flores_101 args: oci cat devtest metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.59946 - task: name: Translation oci-fra type: translation args: oci-fra dataset: name: flores101-devtest type: flores_101 args: oci fra devtest metrics: - name: BLEU type: bleu value: 39.0 - name: chr-F type: chrf value: 0.64290 - task: name: Translation oci-glg type: translation args: oci-glg dataset: name: flores101-devtest type: flores_101 args: oci glg devtest metrics: - name: BLEU type: bleu value: 28.0 - name: chr-F type: chrf value: 0.56737 - task: name: Translation oci-ita type: translation args: oci-ita dataset: name: flores101-devtest type: flores_101 args: oci ita devtest metrics: - name: BLEU type: bleu value: 24.2 - name: chr-F type: chrf value: 0.54220 - task: name: Translation oci-por type: translation args: oci-por dataset: name: flores101-devtest type: flores_101 args: oci por devtest metrics: - name: BLEU type: bleu value: 35.7 - name: chr-F type: chrf value: 0.62127 - task: name: Translation oci-ron type: translation args: oci-ron dataset: name: flores101-devtest type: flores_101 args: oci ron devtest metrics: - name: BLEU type: bleu value: 28.0 - name: chr-F type: chrf value: 0.55906 - task: name: Translation oci-spa type: translation args: oci-spa dataset: name: flores101-devtest type: flores_101 args: oci spa devtest metrics: - name: BLEU type: bleu value: 22.8 - name: chr-F type: chrf value: 0.52110 - task: name: Translation por-ast type: translation args: por-ast dataset: name: flores101-devtest type: flores_101 args: por ast devtest metrics: - name: BLEU type: bleu value: 22.5 - name: chr-F type: chrf value: 0.54539 - task: name: Translation por-cat type: translation args: por-cat dataset: name: flores101-devtest type: flores_101 args: por cat devtest metrics: - name: BLEU type: bleu value: 36.4 - name: chr-F type: chrf value: 0.61809 - task: name: Translation por-fra type: translation args: por-fra dataset: name: flores101-devtest type: flores_101 args: por fra devtest metrics: - name: BLEU type: bleu value: 39.7 - name: chr-F type: chrf value: 0.64343 - task: name: Translation por-glg type: translation args: por-glg dataset: name: flores101-devtest type: flores_101 args: por glg devtest metrics: - name: BLEU type: bleu value: 30.4 - name: chr-F type: chrf value: 0.57965 - task: name: Translation por-ita type: translation args: por-ita dataset: name: flores101-devtest type: flores_101 args: por ita devtest metrics: - name: BLEU type: bleu value: 26.3 - name: chr-F type: chrf value: 0.55841 - task: name: Translation por-oci type: translation args: por-oci dataset: name: flores101-devtest type: flores_101 args: por oci devtest metrics: - name: BLEU type: bleu value: 25.3 - name: chr-F type: chrf value: 0.54829 - task: name: Translation por-ron type: translation args: por-ron dataset: name: flores101-devtest type: flores_101 args: por ron devtest metrics: - name: BLEU type: bleu value: 29.8 - name: chr-F type: chrf value: 0.57283 - task: name: Translation por-spa type: translation args: por-spa dataset: name: flores101-devtest type: flores_101 args: por spa devtest metrics: - name: BLEU type: bleu value: 25.2 - name: chr-F type: chrf value: 0.53513 - task: name: Translation ron-ast type: translation args: ron-ast dataset: name: flores101-devtest type: flores_101 args: ron ast devtest metrics: - name: BLEU type: bleu value: 20.1 - name: chr-F type: chrf value: 0.52265 - task: name: Translation ron-cat type: translation args: ron-cat dataset: name: flores101-devtest type: flores_101 args: ron cat devtest metrics: - name: BLEU type: bleu value: 32.6 - name: chr-F type: chrf value: 0.59689 - task: name: Translation ron-fra type: translation args: ron-fra dataset: name: flores101-devtest type: flores_101 args: ron fra devtest metrics: - name: BLEU type: bleu value: 37.4 - name: chr-F type: chrf value: 0.63060 - task: name: Translation ron-glg type: translation args: ron-glg dataset: name: flores101-devtest type: flores_101 args: ron glg devtest metrics: - name: BLEU type: bleu value: 29.3 - name: chr-F type: chrf value: 0.56677 - task: name: Translation ron-ita type: translation args: ron-ita dataset: name: flores101-devtest type: flores_101 args: ron ita devtest metrics: - name: BLEU type: bleu value: 25.6 - name: chr-F type: chrf value: 0.55485 - task: name: Translation ron-oci type: translation args: ron-oci dataset: name: flores101-devtest type: flores_101 args: ron oci devtest metrics: - name: BLEU type: bleu value: 21.8 - name: chr-F type: chrf value: 0.52433 - task: name: Translation ron-por type: translation args: ron-por dataset: name: flores101-devtest type: flores_101 args: ron por devtest metrics: - name: BLEU type: bleu value: 36.1 - name: chr-F type: chrf value: 0.61831 - task: name: Translation ron-spa type: translation args: ron-spa dataset: name: flores101-devtest type: flores_101 args: ron spa devtest metrics: - name: BLEU type: bleu value: 24.1 - name: chr-F type: chrf value: 0.52712 - task: name: Translation spa-ast type: translation args: spa-ast dataset: name: flores101-devtest type: flores_101 args: spa ast devtest metrics: - name: BLEU type: bleu value: 15.7 - name: chr-F type: chrf value: 0.49008 - task: name: Translation spa-cat type: translation args: spa-cat dataset: name: flores101-devtest type: flores_101 args: spa cat devtest metrics: - name: BLEU type: bleu value: 23.2 - name: chr-F type: chrf value: 0.53905 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: flores101-devtest type: flores_101 args: spa fra devtest metrics: - name: BLEU type: bleu value: 27.4 - name: chr-F type: chrf value: 0.57078 - task: name: Translation spa-glg type: translation args: spa-glg dataset: name: flores101-devtest type: flores_101 args: spa glg devtest metrics: - name: BLEU type: bleu value: 22.0 - name: chr-F type: chrf value: 0.52563 - task: name: Translation spa-ita type: translation args: spa-ita dataset: name: flores101-devtest type: flores_101 args: spa ita devtest metrics: - name: BLEU type: bleu value: 22.3 - name: chr-F type: chrf value: 0.52783 - task: name: Translation spa-oci type: translation args: spa-oci dataset: name: flores101-devtest type: flores_101 args: spa oci devtest metrics: - name: BLEU type: bleu value: 16.3 - name: chr-F type: chrf value: 0.48064 - task: name: Translation spa-por type: translation args: spa-por dataset: name: flores101-devtest type: flores_101 args: spa por devtest metrics: - name: BLEU type: bleu value: 25.8 - name: chr-F type: chrf value: 0.55736 - task: name: Translation spa-ron type: translation args: spa-ron dataset: name: flores101-devtest type: flores_101 args: spa ron devtest metrics: - name: BLEU type: bleu value: 21.4 - name: chr-F type: chrf value: 0.51623 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: news-test2008 type: news-test2008 args: fra-spa metrics: - name: BLEU type: bleu value: 33.9 - name: chr-F type: chrf value: 0.58939 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: news-test2008 type: news-test2008 args: spa-fra metrics: - name: BLEU type: bleu value: 32.4 - name: chr-F type: chrf value: 0.58695 - task: name: Translation cat-fra type: translation args: cat-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: cat-fra metrics: - name: BLEU type: bleu value: 54.6 - name: chr-F type: chrf value: 0.71201 - task: name: Translation cat-ita type: translation args: cat-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: cat-ita metrics: - name: BLEU type: bleu value: 58.4 - name: chr-F type: chrf value: 0.74198 - task: name: Translation cat-por type: translation args: cat-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: cat-por metrics: - name: BLEU type: bleu value: 57.4 - name: chr-F type: chrf value: 0.74930 - task: name: Translation cat-spa type: translation args: cat-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: cat-spa metrics: - name: BLEU type: bleu value: 78.1 - name: chr-F type: chrf value: 0.87844 - task: name: Translation fra-cat type: translation args: fra-cat dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: fra-cat metrics: - name: BLEU type: bleu value: 46.2 - name: chr-F type: chrf value: 0.66525 - task: name: Translation fra-ita type: translation args: fra-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: fra-ita metrics: - name: BLEU type: bleu value: 53.8 - name: chr-F type: chrf value: 0.72742 - task: name: Translation fra-por type: translation args: fra-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: fra-por metrics: - name: BLEU type: bleu value: 48.6 - name: chr-F type: chrf value: 0.68413 - task: name: Translation fra-ron type: translation args: fra-ron dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: fra-ron metrics: - name: BLEU type: bleu value: 44.0 - name: chr-F type: chrf value: 0.65009 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: fra-spa metrics: - name: BLEU type: bleu value: 54.8 - name: chr-F type: chrf value: 0.72080 - task: name: Translation glg-por type: translation args: glg-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: glg-por metrics: - name: BLEU type: bleu value: 61.1 - name: chr-F type: chrf value: 0.76720 - task: name: Translation glg-spa type: translation args: glg-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: glg-spa metrics: - name: BLEU type: bleu value: 71.7 - name: chr-F type: chrf value: 0.82362 - task: name: Translation ita-cat type: translation args: ita-cat dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ita-cat metrics: - name: BLEU type: bleu value: 56.4 - name: chr-F type: chrf value: 0.72529 - task: name: Translation ita-fra type: translation args: ita-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ita-fra metrics: - name: BLEU type: bleu value: 65.2 - name: chr-F type: chrf value: 0.77932 - task: name: Translation ita-por type: translation args: ita-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ita-por metrics: - name: BLEU type: bleu value: 54.0 - name: chr-F type: chrf value: 0.72798 - task: name: Translation ita-ron type: translation args: ita-ron dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ita-ron metrics: - name: BLEU type: bleu value: 51.1 - name: chr-F type: chrf value: 0.70814 - task: name: Translation ita-spa type: translation args: ita-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ita-spa metrics: - name: BLEU type: bleu value: 62.9 - name: chr-F type: chrf value: 0.77455 - task: name: Translation lad-spa type: translation args: lad-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: lad-spa metrics: - name: BLEU type: bleu value: 34.7 - name: chr-F type: chrf value: 0.52243 - task: name: Translation lad_Latn-spa type: translation args: lad_Latn-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: lad_Latn-spa metrics: - name: BLEU type: bleu value: 42.6 - name: chr-F type: chrf value: 0.59363 - task: name: Translation oci-fra type: translation args: oci-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: oci-fra metrics: - name: BLEU type: bleu value: 29.6 - name: chr-F type: chrf value: 0.49660 - task: name: Translation pms-ita type: translation args: pms-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: pms-ita metrics: - name: BLEU type: bleu value: 20.0 - name: chr-F type: chrf value: 0.40221 - task: name: Translation por-cat type: translation args: por-cat dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-cat metrics: - name: BLEU type: bleu value: 52.2 - name: chr-F type: chrf value: 0.71146 - task: name: Translation por-fra type: translation args: por-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-fra metrics: - name: BLEU type: bleu value: 60.9 - name: chr-F type: chrf value: 0.75565 - task: name: Translation por-glg type: translation args: por-glg dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-glg metrics: - name: BLEU type: bleu value: 59.0 - name: chr-F type: chrf value: 0.75348 - task: name: Translation por-ita type: translation args: por-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-ita metrics: - name: BLEU type: bleu value: 58.8 - name: chr-F type: chrf value: 0.76883 - task: name: Translation por-ron type: translation args: por-ron dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-ron metrics: - name: BLEU type: bleu value: 46.6 - name: chr-F type: chrf value: 0.67838 - task: name: Translation por-spa type: translation args: por-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: por-spa metrics: - name: BLEU type: bleu value: 64.8 - name: chr-F type: chrf value: 0.79336 - task: name: Translation ron-fra type: translation args: ron-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-fra metrics: - name: BLEU type: bleu value: 55.0 - name: chr-F type: chrf value: 0.70307 - task: name: Translation ron-ita type: translation args: ron-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-ita metrics: - name: BLEU type: bleu value: 53.7 - name: chr-F type: chrf value: 0.73862 - task: name: Translation ron-por type: translation args: ron-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-por metrics: - name: BLEU type: bleu value: 50.7 - name: chr-F type: chrf value: 0.70889 - task: name: Translation ron-spa type: translation args: ron-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-spa metrics: - name: BLEU type: bleu value: 57.2 - name: chr-F type: chrf value: 0.73529 - task: name: Translation spa-cat type: translation args: spa-cat dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-cat metrics: - name: BLEU type: bleu value: 67.9 - name: chr-F type: chrf value: 0.82758 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-fra metrics: - name: BLEU type: bleu value: 57.3 - name: chr-F type: chrf value: 0.73113 - task: name: Translation spa-glg type: translation args: spa-glg dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-glg metrics: - name: BLEU type: bleu value: 63.0 - name: chr-F type: chrf value: 0.77332 - task: name: Translation spa-ita type: translation args: spa-ita dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-ita metrics: - name: BLEU type: bleu value: 60.3 - name: chr-F type: chrf value: 0.77046 - task: name: Translation spa-por type: translation args: spa-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-por metrics: - name: BLEU type: bleu value: 59.1 - name: chr-F type: chrf value: 0.75854 - task: name: Translation spa-ron type: translation args: spa-ron dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-ron metrics: - name: BLEU type: bleu value: 45.5 - name: chr-F type: chrf value: 0.66679 - task: name: Translation fra-ita type: translation args: fra-ita dataset: name: newstest2009 type: wmt-2009-news args: fra-ita metrics: - name: BLEU type: bleu value: 31.2 - name: chr-F type: chrf value: 0.59764 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2009 type: wmt-2009-news args: fra-spa metrics: - name: BLEU type: bleu value: 32.5 - name: chr-F type: chrf value: 0.58829 - task: name: Translation ita-fra type: translation args: ita-fra dataset: name: newstest2009 type: wmt-2009-news args: ita-fra metrics: - name: BLEU type: bleu value: 31.6 - name: chr-F type: chrf value: 0.59084 - task: name: Translation ita-spa type: translation args: ita-spa dataset: name: newstest2009 type: wmt-2009-news args: ita-spa metrics: - name: BLEU type: bleu value: 33.5 - name: chr-F type: chrf value: 0.59669 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2009 type: wmt-2009-news args: spa-fra metrics: - name: BLEU type: bleu value: 32.3 - name: chr-F type: chrf value: 0.59096 - task: name: Translation spa-ita type: translation args: spa-ita dataset: name: newstest2009 type: wmt-2009-news args: spa-ita metrics: - name: BLEU type: bleu value: 33.2 - name: chr-F type: chrf value: 0.60783 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2010 type: wmt-2010-news args: fra-spa metrics: - name: BLEU type: bleu value: 37.8 - name: chr-F type: chrf value: 0.62250 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2010 type: wmt-2010-news args: spa-fra metrics: - name: BLEU type: bleu value: 36.2 - name: chr-F type: chrf value: 0.61953 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2011 type: wmt-2011-news args: fra-spa metrics: - name: BLEU type: bleu value: 39.8 - name: chr-F type: chrf value: 0.62953 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2011 type: wmt-2011-news args: spa-fra metrics: - name: BLEU type: bleu value: 34.9 - name: chr-F type: chrf value: 0.61130 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2012 type: wmt-2012-news args: fra-spa metrics: - name: BLEU type: bleu value: 39.0 - name: chr-F type: chrf value: 0.62397 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2012 type: wmt-2012-news args: spa-fra metrics: - name: BLEU type: bleu value: 34.3 - name: chr-F type: chrf value: 0.60927 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2013 type: wmt-2013-news args: fra-spa metrics: - name: BLEU type: bleu value: 34.9 - name: chr-F type: chrf value: 0.59312 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2013 type: wmt-2013-news args: spa-fra metrics: - name: BLEU type: bleu value: 33.6 - name: chr-F type: chrf value: 0.59468 - task: name: Translation cat-ita type: translation args: cat-ita dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: cat-ita metrics: - name: BLEU type: bleu value: 47.8 - name: chr-F type: chrf value: 0.69968 - task: name: Translation cat-oci type: translation args: cat-oci dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: cat-oci metrics: - name: BLEU type: bleu value: 51.6 - name: chr-F type: chrf value: 0.73808 - task: name: Translation cat-ron type: translation args: cat-ron dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: cat-ron metrics: - name: BLEU type: bleu value: 29.0 - name: chr-F type: chrf value: 0.51178 - task: name: Translation ita-cat type: translation args: ita-cat dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ita-cat metrics: - name: BLEU type: bleu value: 48.9 - name: chr-F type: chrf value: 0.70538 - task: name: Translation ita-oci type: translation args: ita-oci dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ita-oci metrics: - name: BLEU type: bleu value: 32.0 - name: chr-F type: chrf value: 0.59025 - task: name: Translation ita-ron type: translation args: ita-ron dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ita-ron metrics: - name: BLEU type: bleu value: 28.9 - name: chr-F type: chrf value: 0.51261 - task: name: Translation oci-cat type: translation args: oci-cat dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: oci-cat metrics: - name: BLEU type: bleu value: 66.1 - name: chr-F type: chrf value: 0.80908 - task: name: Translation oci-ita type: translation args: oci-ita dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: oci-ita metrics: - name: BLEU type: bleu value: 39.6 - name: chr-F type: chrf value: 0.63584 - task: name: Translation oci-ron type: translation args: oci-ron dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: oci-ron metrics: - name: BLEU type: bleu value: 24.6 - name: chr-F type: chrf value: 0.47384 - task: name: Translation ron-cat type: translation args: ron-cat dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ron-cat metrics: - name: BLEU type: bleu value: 31.1 - name: chr-F type: chrf value: 0.52994 - task: name: Translation ron-ita type: translation args: ron-ita dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ron-ita metrics: - name: BLEU type: bleu value: 29.6 - name: chr-F type: chrf value: 0.52714 - task: name: Translation ron-oci type: translation args: ron-oci dataset: name: wmt21-ml-wp type: wmt21-ml-wp args: ron-oci metrics: - name: BLEU type: bleu value: 21.3 - name: chr-F type: chrf value: 0.45932 --- # opus-mt-tc-big-itc-itc ## Table of Contents - [Model Details](#model-details) - [Uses](#uses) - [Risks, Limitations and Biases](#risks-limitations-and-biases) - [How to Get Started With the Model](#how-to-get-started-with-the-model) - [Training](#training) - [Evaluation](#evaluation) - [Citation Information](#citation-information) - [Acknowledgements](#acknowledgements) ## Model Details Neural machine translation model for translating from Italic languages (itc) to Italic languages (itc). This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train). **Model Description:** - **Developed by:** Language Technology Research Group at the University of Helsinki - **Model Type:** Translation (transformer-big) - **Release**: 2022-08-10 - **License:** CC-BY-4.0 - **Language(s):** - Source Language(s): ast cat cbk fra fro glg hat ita lad lad_Latn lat lat_Latn lij lld oci pms por ron spa - Target Language(s): ast cat fra gcf glg hat ita lad lad_Latn lat lat_Latn oci por ron spa - Language Pair(s): ast-cat ast-fra ast-glg ast-ita ast-oci ast-por ast-ron ast-spa cat-ast cat-fra cat-glg cat-ita cat-oci cat-por cat-ron cat-spa fra-ast fra-cat fra-glg fra-ita fra-oci fra-por fra-ron fra-spa glg-ast glg-cat glg-fra glg-ita glg-oci glg-por glg-ron glg-spa ita-ast ita-cat ita-fra ita-glg ita-oci ita-por ita-ron ita-spa lad-spa lad_Latn-spa oci-ast oci-cat oci-fra oci-glg oci-ita oci-por oci-ron oci-spa pms-ita por-ast por-cat por-fra por-glg por-ita por-oci por-ron por-spa ron-ast ron-cat ron-fra ron-glg ron-ita ron-oci ron-por ron-spa spa-cat spa-fra spa-glg spa-ita spa-por spa-ron - Valid Target Language Labels: >>acf<< >>aoa<< >>arg<< >>ast<< >>cat<< >>cbk<< >>cbk_Latn<< >>ccd<< >>cks<< >>cos<< >>cri<< >>crs<< >>dlm<< >>drc<< >>egl<< >>ext<< >>fab<< >>fax<< >>fra<< >>frc<< >>frm<< >>frm_Latn<< >>fro<< >>fro_Latn<< >>frp<< >>fur<< >>fur_Latn<< >>gcf<< >>gcf_Latn<< >>gcr<< >>glg<< >>hat<< >>idb<< >>ist<< >>ita<< >>itk<< >>kea<< >>kmv<< >>lad<< >>lad_Latn<< >>lat<< >>lat_Grek<< >>lat_Latn<< >>lij<< >>lld<< >>lld_Latn<< >>lmo<< >>lou<< >>mcm<< >>mfe<< >>mol<< >>mwl<< >>mxi<< >>mzs<< >>nap<< >>nrf<< >>oci<< >>osc<< >>osp<< >>osp_Latn<< >>pap<< >>pcd<< >>pln<< >>pms<< >>pob<< >>por<< >>pov<< >>pre<< >>pro<< >>qbb<< >>qhr<< >>rcf<< >>rgn<< >>roh<< >>ron<< >>ruo<< >>rup<< >>ruq<< >>scf<< >>scn<< >>sdc<< >>sdn<< >>spa<< >>spq<< >>spx<< >>src<< >>srd<< >>sro<< >>tmg<< >>tvy<< >>vec<< >>vkp<< >>wln<< >>xfa<< >>xum<< - **Original Model**: [opusTCv20210807_transformer-big_2022-08-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opusTCv20210807_transformer-big_2022-08-10.zip) - **Resources for more information:** - [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) - More information about released models for this language pair: [OPUS-MT itc-itc README](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/itc-itc/README.md) - [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian) - [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/ This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>ast<<` ## Uses This model can be used for translation and text-to-text generation. ## Risks, Limitations and Biases **CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.** Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). ## How to Get Started With the Model A short example code: ```python from transformers import MarianMTModel, MarianTokenizer src_text = [ ">>fra<< Charras anglés?", ">>fra<< Vull veure't." ] model_name = "pytorch-models/opus-mt-tc-big-itc-itc" tokenizer = MarianTokenizer.from_pretrained(model_name) model = MarianMTModel.from_pretrained(model_name) translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) for t in translated: print( tokenizer.decode(t, skip_special_tokens=True) ) # expected output: # Conversations anglaises ? # Je veux te voir. ``` You can also use OPUS-MT models with the transformers pipelines, for example: ```python from transformers import pipeline pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-big-itc-itc") print(pipe(">>fra<< Charras anglés?")) # expected output: Conversations anglaises ? ``` ## Training - **Data**: opusTCv20210807 ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge)) - **Pre-processing**: SentencePiece (spm32k,spm32k) - **Model Type:** transformer-big - **Original MarianNMT Model**: [opusTCv20210807_transformer-big_2022-08-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opusTCv20210807_transformer-big_2022-08-10.zip) - **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) ## Evaluation * test set translations: [opusTCv20210807_transformer-big_2022-08-10.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opusTCv20210807_transformer-big_2022-08-10.test.txt) * test set scores: [opusTCv20210807_transformer-big_2022-08-10.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opusTCv20210807_transformer-big_2022-08-10.eval.txt) * benchmark results: [benchmark_results.txt](benchmark_results.txt) * benchmark output: [benchmark_translations.zip](benchmark_translations.zip) | langpair | testset | chr-F | BLEU | #sent | #words | |----------|---------|-------|-------|-------|--------| | cat-fra | tatoeba-test-v2021-08-07 | 0.71201 | 54.6 | 700 | 5664 | | cat-ita | tatoeba-test-v2021-08-07 | 0.74198 | 58.4 | 298 | 2028 | | cat-por | tatoeba-test-v2021-08-07 | 0.74930 | 57.4 | 747 | 6119 | | cat-spa | tatoeba-test-v2021-08-07 | 0.87844 | 78.1 | 1534 | 12094 | | fra-cat | tatoeba-test-v2021-08-07 | 0.66525 | 46.2 | 700 | 5342 | | fra-ita | tatoeba-test-v2021-08-07 | 0.72742 | 53.8 | 10091 | 62060 | | fra-por | tatoeba-test-v2021-08-07 | 0.68413 | 48.6 | 10518 | 77650 | | fra-ron | tatoeba-test-v2021-08-07 | 0.65009 | 44.0 | 1925 | 12252 | | fra-spa | tatoeba-test-v2021-08-07 | 0.72080 | 54.8 | 10294 | 78406 | | glg-por | tatoeba-test-v2021-08-07 | 0.76720 | 61.1 | 433 | 3105 | | glg-spa | tatoeba-test-v2021-08-07 | 0.82362 | 71.7 | 2121 | 17443 | | ita-cat | tatoeba-test-v2021-08-07 | 0.72529 | 56.4 | 298 | 2109 | | ita-fra | tatoeba-test-v2021-08-07 | 0.77932 | 65.2 | 10091 | 66377 | | ita-por | tatoeba-test-v2021-08-07 | 0.72798 | 54.0 | 3066 | 25668 | | ita-ron | tatoeba-test-v2021-08-07 | 0.70814 | 51.1 | 1005 | 6209 | | ita-spa | tatoeba-test-v2021-08-07 | 0.77455 | 62.9 | 5000 | 34937 | | lad_Latn-spa | tatoeba-test-v2021-08-07 | 0.59363 | 42.6 | 239 | 1239 | | lad-spa | tatoeba-test-v2021-08-07 | 0.52243 | 34.7 | 276 | 1448 | | oci-fra | tatoeba-test-v2021-08-07 | 0.49660 | 29.6 | 806 | 6302 | | pms-ita | tatoeba-test-v2021-08-07 | 0.40221 | 20.0 | 232 | 1721 | | por-cat | tatoeba-test-v2021-08-07 | 0.71146 | 52.2 | 747 | 6149 | | por-fra | tatoeba-test-v2021-08-07 | 0.75565 | 60.9 | 10518 | 80459 | | por-glg | tatoeba-test-v2021-08-07 | 0.75348 | 59.0 | 433 | 3016 | | por-ita | tatoeba-test-v2021-08-07 | 0.76883 | 58.8 | 3066 | 24897 | | por-ron | tatoeba-test-v2021-08-07 | 0.67838 | 46.6 | 681 | 4521 | | por-spa | tatoeba-test-v2021-08-07 | 0.79336 | 64.8 | 10947 | 87335 | | ron-fra | tatoeba-test-v2021-08-07 | 0.70307 | 55.0 | 1925 | 13347 | | ron-ita | tatoeba-test-v2021-08-07 | 0.73862 | 53.7 | 1005 | 6352 | | ron-por | tatoeba-test-v2021-08-07 | 0.70889 | 50.7 | 681 | 4593 | | ron-spa | tatoeba-test-v2021-08-07 | 0.73529 | 57.2 | 1959 | 12679 | | spa-cat | tatoeba-test-v2021-08-07 | 0.82758 | 67.9 | 1534 | 12343 | | spa-fra | tatoeba-test-v2021-08-07 | 0.73113 | 57.3 | 10294 | 83501 | | spa-glg | tatoeba-test-v2021-08-07 | 0.77332 | 63.0 | 2121 | 16581 | | spa-ita | tatoeba-test-v2021-08-07 | 0.77046 | 60.3 | 5000 | 34515 | | spa-lad_Latn | tatoeba-test-v2021-08-07 | 0.40084 | 14.7 | 239 | 1254 | | spa-por | tatoeba-test-v2021-08-07 | 0.75854 | 59.1 | 10947 | 87610 | | spa-ron | tatoeba-test-v2021-08-07 | 0.66679 | 45.5 | 1959 | 12503 | | ast-cat | flores101-devtest | 0.57870 | 31.8 | 1012 | 27304 | | ast-fra | flores101-devtest | 0.56761 | 31.1 | 1012 | 28343 | | ast-glg | flores101-devtest | 0.55161 | 27.9 | 1012 | 26582 | | ast-ita | flores101-devtest | 0.51764 | 22.1 | 1012 | 27306 | | ast-oci | flores101-devtest | 0.49545 | 20.6 | 1012 | 27305 | | ast-por | flores101-devtest | 0.57347 | 31.5 | 1012 | 26519 | | ast-ron | flores101-devtest | 0.52317 | 24.8 | 1012 | 26799 | | ast-spa | flores101-devtest | 0.49741 | 21.2 | 1012 | 29199 | | cat-ast | flores101-devtest | 0.56754 | 24.7 | 1012 | 24572 | | cat-fra | flores101-devtest | 0.63368 | 38.4 | 1012 | 28343 | | cat-glg | flores101-devtest | 0.59596 | 32.2 | 1012 | 26582 | | cat-ita | flores101-devtest | 0.55886 | 26.3 | 1012 | 27306 | | cat-oci | flores101-devtest | 0.54285 | 24.6 | 1012 | 27305 | | cat-por | flores101-devtest | 0.62913 | 37.7 | 1012 | 26519 | | cat-ron | flores101-devtest | 0.56885 | 29.5 | 1012 | 26799 | | cat-spa | flores101-devtest | 0.53372 | 24.6 | 1012 | 29199 | | fra-ast | flores101-devtest | 0.52696 | 20.7 | 1012 | 24572 | | fra-cat | flores101-devtest | 0.60492 | 34.6 | 1012 | 27304 | | fra-glg | flores101-devtest | 0.57485 | 30.3 | 1012 | 26582 | | fra-ita | flores101-devtest | 0.56493 | 27.3 | 1012 | 27306 | | fra-oci | flores101-devtest | 0.57449 | 28.2 | 1012 | 27305 | | fra-por | flores101-devtest | 0.62211 | 36.9 | 1012 | 26519 | | fra-ron | flores101-devtest | 0.56998 | 29.4 | 1012 | 26799 | | fra-spa | flores101-devtest | 0.52880 | 24.2 | 1012 | 29199 | | glg-ast | flores101-devtest | 0.55090 | 22.4 | 1012 | 24572 | | glg-cat | flores101-devtest | 0.60550 | 32.6 | 1012 | 27304 | | glg-fra | flores101-devtest | 0.62026 | 36.0 | 1012 | 28343 | | glg-ita | flores101-devtest | 0.55834 | 25.9 | 1012 | 27306 | | glg-oci | flores101-devtest | 0.52520 | 21.9 | 1012 | 27305 | | glg-por | flores101-devtest | 0.60027 | 32.7 | 1012 | 26519 | | glg-ron | flores101-devtest | 0.55621 | 27.8 | 1012 | 26799 | | glg-spa | flores101-devtest | 0.53219 | 24.4 | 1012 | 29199 | | ita-ast | flores101-devtest | 0.50741 | 17.1 | 1012 | 24572 | | ita-cat | flores101-devtest | 0.57061 | 27.9 | 1012 | 27304 | | ita-fra | flores101-devtest | 0.60199 | 32.0 | 1012 | 28343 | | ita-glg | flores101-devtest | 0.55312 | 25.9 | 1012 | 26582 | | ita-oci | flores101-devtest | 0.48447 | 18.1 | 1012 | 27305 | | ita-por | flores101-devtest | 0.58162 | 29.0 | 1012 | 26519 | | ita-ron | flores101-devtest | 0.53703 | 24.2 | 1012 | 26799 | | ita-spa | flores101-devtest | 0.52238 | 23.1 | 1012 | 29199 | | oci-ast | flores101-devtest | 0.53010 | 20.2 | 1012 | 24572 | | oci-cat | flores101-devtest | 0.59946 | 32.2 | 1012 | 27304 | | oci-fra | flores101-devtest | 0.64290 | 39.0 | 1012 | 28343 | | oci-glg | flores101-devtest | 0.56737 | 28.0 | 1012 | 26582 | | oci-ita | flores101-devtest | 0.54220 | 24.2 | 1012 | 27306 | | oci-por | flores101-devtest | 0.62127 | 35.7 | 1012 | 26519 | | oci-ron | flores101-devtest | 0.55906 | 28.0 | 1012 | 26799 | | oci-spa | flores101-devtest | 0.52110 | 22.8 | 1012 | 29199 | | por-ast | flores101-devtest | 0.54539 | 22.5 | 1012 | 24572 | | por-cat | flores101-devtest | 0.61809 | 36.4 | 1012 | 27304 | | por-fra | flores101-devtest | 0.64343 | 39.7 | 1012 | 28343 | | por-glg | flores101-devtest | 0.57965 | 30.4 | 1012 | 26582 | | por-ita | flores101-devtest | 0.55841 | 26.3 | 1012 | 27306 | | por-oci | flores101-devtest | 0.54829 | 25.3 | 1012 | 27305 | | por-ron | flores101-devtest | 0.57283 | 29.8 | 1012 | 26799 | | por-spa | flores101-devtest | 0.53513 | 25.2 | 1012 | 29199 | | ron-ast | flores101-devtest | 0.52265 | 20.1 | 1012 | 24572 | | ron-cat | flores101-devtest | 0.59689 | 32.6 | 1012 | 27304 | | ron-fra | flores101-devtest | 0.63060 | 37.4 | 1012 | 28343 | | ron-glg | flores101-devtest | 0.56677 | 29.3 | 1012 | 26582 | | ron-ita | flores101-devtest | 0.55485 | 25.6 | 1012 | 27306 | | ron-oci | flores101-devtest | 0.52433 | 21.8 | 1012 | 27305 | | ron-por | flores101-devtest | 0.61831 | 36.1 | 1012 | 26519 | | ron-spa | flores101-devtest | 0.52712 | 24.1 | 1012 | 29199 | | spa-ast | flores101-devtest | 0.49008 | 15.7 | 1012 | 24572 | | spa-cat | flores101-devtest | 0.53905 | 23.2 | 1012 | 27304 | | spa-fra | flores101-devtest | 0.57078 | 27.4 | 1012 | 28343 | | spa-glg | flores101-devtest | 0.52563 | 22.0 | 1012 | 26582 | | spa-ita | flores101-devtest | 0.52783 | 22.3 | 1012 | 27306 | | spa-oci | flores101-devtest | 0.48064 | 16.3 | 1012 | 27305 | | spa-por | flores101-devtest | 0.55736 | 25.8 | 1012 | 26519 | | spa-ron | flores101-devtest | 0.51623 | 21.4 | 1012 | 26799 | | fra-ita | newssyscomb2009 | 0.60995 | 32.1 | 502 | 11551 | | fra-spa | newssyscomb2009 | 0.60224 | 34.2 | 502 | 12503 | | ita-fra | newssyscomb2009 | 0.61237 | 33.7 | 502 | 12331 | | ita-spa | newssyscomb2009 | 0.60706 | 35.4 | 502 | 12503 | | spa-fra | newssyscomb2009 | 0.61290 | 34.6 | 502 | 12331 | | spa-ita | newssyscomb2009 | 0.61632 | 33.3 | 502 | 11551 | | fra-spa | news-test2008 | 0.58939 | 33.9 | 2051 | 52586 | | spa-fra | news-test2008 | 0.58695 | 32.4 | 2051 | 52685 | | fra-ita | newstest2009 | 0.59764 | 31.2 | 2525 | 63466 | | fra-spa | newstest2009 | 0.58829 | 32.5 | 2525 | 68111 | | ita-fra | newstest2009 | 0.59084 | 31.6 | 2525 | 69263 | | ita-spa | newstest2009 | 0.59669 | 33.5 | 2525 | 68111 | | spa-fra | newstest2009 | 0.59096 | 32.3 | 2525 | 69263 | | spa-ita | newstest2009 | 0.60783 | 33.2 | 2525 | 63466 | | fra-spa | newstest2010 | 0.62250 | 37.8 | 2489 | 65480 | | spa-fra | newstest2010 | 0.61953 | 36.2 | 2489 | 66022 | | fra-spa | newstest2011 | 0.62953 | 39.8 | 3003 | 79476 | | spa-fra | newstest2011 | 0.61130 | 34.9 | 3003 | 80626 | | fra-spa | newstest2012 | 0.62397 | 39.0 | 3003 | 79006 | | spa-fra | newstest2012 | 0.60927 | 34.3 | 3003 | 78011 | | fra-spa | newstest2013 | 0.59312 | 34.9 | 3000 | 70528 | | spa-fra | newstest2013 | 0.59468 | 33.6 | 3000 | 70037 | | cat-ita | wmt21-ml-wp | 0.69968 | 47.8 | 1743 | 42735 | | cat-oci | wmt21-ml-wp | 0.73808 | 51.6 | 1743 | 43736 | | cat-ron | wmt21-ml-wp | 0.51178 | 29.0 | 1743 | 42895 | | ita-cat | wmt21-ml-wp | 0.70538 | 48.9 | 1743 | 43833 | | ita-oci | wmt21-ml-wp | 0.59025 | 32.0 | 1743 | 43736 | | ita-ron | wmt21-ml-wp | 0.51261 | 28.9 | 1743 | 42895 | | oci-cat | wmt21-ml-wp | 0.80908 | 66.1 | 1743 | 43833 | | oci-ita | wmt21-ml-wp | 0.63584 | 39.6 | 1743 | 42735 | | oci-ron | wmt21-ml-wp | 0.47384 | 24.6 | 1743 | 42895 | | ron-cat | wmt21-ml-wp | 0.52994 | 31.1 | 1743 | 43833 | | ron-ita | wmt21-ml-wp | 0.52714 | 29.6 | 1743 | 42735 | | ron-oci | wmt21-ml-wp | 0.45932 | 21.3 | 1743 | 43736 | ## Citation Information * Publications: [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.) ``` @inproceedings{tiedemann-thottingal-2020-opus, title = "{OPUS}-{MT} {--} Building open translation services for the World", author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh}, booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", month = nov, year = "2020", address = "Lisboa, Portugal", publisher = "European Association for Machine Translation", url = "https://aclanthology.org/2020.eamt-1.61", pages = "479--480", } @inproceedings{tiedemann-2020-tatoeba, title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", author = {Tiedemann, J{\"o}rg}, booktitle = "Proceedings of the Fifth Conference on Machine Translation", month = nov, year = "2020", address = "Online", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2020.wmt-1.139", pages = "1174--1182", } ``` ## Acknowledgements The work is supported by the [European Language Grid](https://www.european-language-grid.eu/) as [pilot project 2866](https://live.european-language-grid.eu/catalogue/#/resource/projects/2866), by the [FoTran project](https://www.helsinki.fi/en/researchgroups/natural-language-understanding-with-cross-lingual-grounding), funded by the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 771113), and the [MeMAD project](https://memad.eu/), funded by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreement No 780069. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland. ## Model conversion info * transformers version: 4.16.2 * OPUS-MT git hash: 8b9f0b0 * port time: Fri Aug 12 23:57:49 EEST 2022 * port machine: LM0-400-22516.local